Genai With Python: Give Your AI a Personality and Speak With βHerβ
Author(s): Mauro Di Pietro Originally published on Towards AI. LLM & Speech Recognition β Build a voice assistant ChatBot on your laptop with OllamaImage by author In this article, I will show how to build an AI with a specific personality and …
Speed up Your ML Projects With Spark
Author(s): Mena Wang, PhD Originally published on Towards AI. Image generated by Gemini Spark is an open-source distributed computing framework for high-speed data processing. It is widely supported by platforms like GCP and Azure, as well as Databricks, which was founded by …
TAI #105: Claude Sonnet 3.5; price alone is progress.
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie AI news this week was dominated by the surprise release of a new model from Anthropic, which now tops most LLM benchmarks on most …
Evaluating LLMs
Author(s): Louis-FranΓ§ois Bouchard Originally published on Towards AI. What, why, when, and howβ¦ We always see LLMs beating all benchmarks, like the recent mysterious GPT-2 chatbot beating all models, which was actually GPT-4o. You may have heard similar claims about some models …
A Novel Retrieval-Augmented Generation with Autoencoder-Transformed Embeddings
Author(s): Shenggang Li Originally published on Towards AI. Integrating NLP Techniques for Optimized Query Representation in LLMsPhoto by Kier in Sight Archives on Unsplash If youβve researched LLMs, youβve likely encountered Retrieval-Augmented Generation (RAG). Itβs a useful technique that improves text generation …
Increasing Robustness and Equity in NLP for Various English Dialects
Author(s): Eera Bhatt Originally published on Towards AI. Natural language processing (NLP) is a popular subfield of machine learning that enables computers to interpret and use human language to achieve certain tasks. To do this, we have to train the computer on …
Understanding Mamba and Selective State Space Models (SSMs)
Author(s): Matthew Gunton Originally published on Towards AI. Image by Author The Transformer architecture has been the foundation of most majorlarge language models (LLMs) on the market today, delivering impressiveperformance and revolutionizing the field. However, this success comeswith limitations. One major challenge …
Want to Learn Quantization in The Large Language Model?
Author(s): Milan Tamang Originally published on Towards AI. Want to Learn Quantization in The Large Language Model? 1. Image by writer: Flow shows the need for quantization. (The happy face and angry face image is by Yan Krukau, https://www.pexels.com/) Before I explain …
A Complete Guide to RAG
Author(s): Igor Novikov Originally published on Towards AI. If you havenβt heard about RAG from your refrigerator yet, you surely will very soon, so popular this technique has become. Surprisingly, there is a lack of complete guides that consider all the nuances …
A Visual Walkthrough of DeepSeekβs Multi-Head Latent Attention (MLA) 🧟β♂οΈ
Author(s): JAIGANESAN Originally published on Towards AI. A Visual Walkthrough of DeepSeekβs Multi-Head Latent Attention (MLA) 🧟β♂οΈ Exploring Bottleneck in GPU Utilization and Multi-head Latent Attention Implementation in DeepSeekV2. Image by Vilius Kukanauskas from Pixabay In this article, weβll be exploring two …
Retrieval Augmented Generation (RAG): A Comprehensive Visual Walkthrough 🧠📖🔗🤖
Author(s): JAIGANESAN Originally published on Towards AI. Retrieval Augmented Generation (RAG): A Comprehensive Visual Walkthrough 🧠📖🔗🤖 Photo by Andrea De Santis on Unsplash You might have heard of Retrieval Augmented Generation, or RAG, a method thatβs been making waves in the world …
I Built an Interactive Decision Tree Plotter β This Is What I Learned
Author(s): Frederik Holtel Originally published on Towards AI. Source: bugphai on www.istockphotos.com When I learned about decision trees for the first time, I thought that it would be very useful to have a simple plotting tool to play around with and develop …
Deciding What Algorithm to Use for Earth Observation.
Author(s): Stephen Chege-Tierra Insights Originally published on Towards AI. Deciding What Algorithm to Use for Earth Observation. Created by the author with DALL E-3 What to choose, what to choose, should you unleash your inner child and do the classic eenie meenie …
Excited To Bring You the E-book Version of βBuilding LLMs for Productionβ
Author(s): Towards AI Editorial Team Originally published on Towards AI. You asked. We listened. Many of you asked for an electronic version of our new book, so after working out the kinks, we are finally excited to release the electronic version of …
TAI #104; LLM progress beyond transformers with Samba?
Author(s): Towards AI Editorial Team Originally published on Towards AI. What happened this week in AI by Louie This week we saw a wave of exciting papers with new LLM techniques and model architectures, some of which can quickly become integrated into …